Pandas Profiling Report

Dataset statistics

Number of variables	29
Number of observations	294896
Missing cells	295390
Missing cells (%)	3.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	65.2 MiB
Average record size in memory	232.0 B

Variable types

Numeric	17
Categorical	5
Text	6
DateTime	1

Alerts

`type` is highly imbalanced (86.3%)	Imbalance
`engines` is highly imbalanced (87.5%)	Imbalance
`engine` is highly imbalanced (81.7%)	Imbalance
`faa` has 5982 (2.0%) missing values	Missing
`name` has 5982 (2.0%) missing values	Missing
`lat` has 5982 (2.0%) missing values	Missing
`lon` has 5982 (2.0%) missing values	Missing
`alt` has 5982 (2.0%) missing values	Missing
`year_planes` has 43853 (14.9%) missing values	Missing
`type` has 36313 (12.3%) missing values	Missing
`manufacturer` has 36313 (12.3%) missing values	Missing
`model` has 36313 (12.3%) missing values	Missing
`engines` has 36313 (12.3%) missing values	Missing
`seats` has 36930 (12.5%) missing values	Missing
`engine` has 36313 (12.3%) missing values	Missing
`year_planes` is highly skewed (γ1 = -70.44976736)	Skewed
`dep_delay` has 12586 (4.3%) zeros	Zeros
`arr_delay` has 4070 (1.4%) zeros	Zeros
`wind_dir` has 14366 (4.9%) zeros	Zeros
`wind_speed` has 14345 (4.9%) zeros	Zeros
`wind_gust` has 14345 (4.9%) zeros	Zeros

Reproduction

Analysis started	2024-07-09 01:31:06.423177
Analysis finished	2024-07-09 01:33:39.108999
Duration	2 minutes and 32.69 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

month
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5567319

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4140719
Coefficient of variation (CV)	0.5206972
Kurtosis	-1.1824167
Mean	6.5567319
Median Absolute Deviation (MAD)	3
Skewness	-0.014180706
Sum	1933554
Variance	11.655887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8	26377	8.9%
5	25433	8.6%
7	25415	8.6%
6	25288	8.6%
10	25221	8.6%
3	25088	8.5%
12	24810	8.4%
4	24691	8.4%
11	24243	8.2%
1	23769	8.1%
Other values (2)	44561	15.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	23769	8.1%
2	21387	7.3%
3	25088	8.5%
4	24691	8.4%
5	25433	8.6%
6	25288	8.6%
7	25415	8.6%
8	26377	8.9%
9	23174	7.9%
10	25221	8.6%

Value	Count	Frequency (%)
12	24810	8.4%
11	24243	8.2%
10	25221	8.6%
9	23174	7.9%
8	26377	8.9%
7	25415	8.6%
6	25288	8.6%
5	25433	8.6%
4	24691	8.4%
3	25088	8.5%

day
Real number (ℝ)

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.821788

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	30
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.7932333
Coefficient of variation (CV)	0.55576736
Kurtosis	-1.1903546
Mean	15.821788
Median Absolute Deviation (MAD)	8
Skewness	-0.010585658
Sum	4665782
Variance	77.320952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
27	10229	3.5%
20	10196	3.5%
26	10138	3.4%
17	10103	3.4%
13	9966	3.4%
21	9933	3.4%
16	9907	3.4%
12	9882	3.4%
10	9834	3.3%
22	9803	3.3%
Other values (21)	194905	66.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	9731	3.3%
2	9447	3.2%
3	9661	3.3%
4	9261	3.1%
5	9658	3.3%
6	9779	3.3%
7	9415	3.2%
8	9671	3.3%
9	9000	3.1%
10	9834	3.3%

Value	Count	Frequency (%)
31	5760	2.0%
30	9015	3.1%
29	8807	3.0%
28	9677	3.3%
27	10229	3.5%
26	10138	3.4%
25	9522	3.2%
24	9591	3.3%
23	9576	3.2%
22	9803	3.3%

dep_time
Real number (ℝ)

Distinct	1384
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1346.8534

Minimum	1
Maximum	2400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	1
5-th percentile	611
Q1	905
median	1348
Q3	1757
95-th percentile	2133
Maximum	2400
Range	2399
Interquartile range (IQR)	852

Descriptive statistics

Standard deviation	505.93596
Coefficient of variation (CV)	0.37564293
Kurtosis	-1.0538176
Mean	1346.8534
Median Absolute Deviation (MAD)	440
Skewness	-0.0046803658
Sum	3.9718168 × 10⁸
Variance	255971.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
555	918	0.3%
556	905	0.3%
557	847	0.3%
655	812	0.3%
755	762	0.3%
554	758	0.3%
654	747	0.3%
656	742	0.3%
558	732	0.2%
657	710	0.2%
Other values (1374)	286963	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	33	< 0.1%
2	28	< 0.1%
3	36	< 0.1%
4	41	< 0.1%
5	47	< 0.1%
6	34	< 0.1%
7	26	< 0.1%
8	33	< 0.1%
9	23	< 0.1%
10	32	< 0.1%

Value	Count	Frequency (%)
2400	28	< 0.1%
2359	49	< 0.1%
2358	47	< 0.1%
2357	66	< 0.1%
2356	53	< 0.1%
2355	61	< 0.1%
2354	52	< 0.1%
2353	68	< 0.1%
2352	55	< 0.1%
2351	60	< 0.1%

dep_delay
Real number (ℝ)

ZEROS

Distinct	759
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.083009

Minimum	-84
Maximum	1548
Zeros	12586
Zeros (%)	4.3%
Negative	172763
Negative (%)	58.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-84
5-th percentile	-10
Q1	-6
median	-2
Q3	11
95-th percentile	103
Maximum	1548
Range	1632
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	51.793249
Coefficient of variation (CV)	3.4338804
Kurtosis	82.673609
Mean	15.083009
Median Absolute Deviation (MAD)	5
Skewness	6.6561896
Sum	4447919
Variance	2682.5407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5	22518	7.6%
-4	21579	7.3%
-6	20245	6.9%
-3	19815	6.7%
-2	17597	6.0%
-7	16923	5.7%
-1	15167	5.1%
-8	12975	4.4%
0	12586	4.3%
-9	9232	3.1%
Other values (749)	126259	42.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-84	1	< 0.1%
-29	1	< 0.1%
-28	2	< 0.1%
-27	1	< 0.1%
-26	1	< 0.1%
-25	3	< 0.1%
-24	13	< 0.1%
-23	16	< 0.1%
-22	17	< 0.1%
-21	34	< 0.1%

Value	Count	Frequency (%)
1548	1	< 0.1%
1301	1	< 0.1%
1253	1	< 0.1%
1248	1	< 0.1%
1227	1	< 0.1%
1217	1	< 0.1%
1214	1	< 0.1%
1201	1	< 0.1%
1175	1	< 0.1%
1174	1	< 0.1%

arr_delay
Real number (ℝ)

ZEROS

Distinct	802
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1040231

Minimum	-98
Maximum	1589
Zeros	4070
Zeros (%)	1.4%
Negative	179899
Negative (%)	61.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-98
5-th percentile	-36
Q1	-20
median	-7
Q3	13
95-th percentile	102
Maximum	1589
Range	1687
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	55.323259
Coefficient of variation (CV)	7.7875956
Kurtosis	64.176321
Mean	7.1040231
Median Absolute Deviation (MAD)	15
Skewness	5.5591971
Sum	2094948
Variance	3060.663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-14	6118	2.1%
-13	6063	2.1%
-15	6000	2.0%
-17	5991	2.0%
-18	5971	2.0%
-19	5946	2.0%
-16	5909	2.0%
-12	5777	2.0%
-11	5727	1.9%
-10	5649	1.9%
Other values (792)	235745	79.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-98	1	< 0.1%
-84	1	< 0.1%
-82	1	< 0.1%
-78	5	< 0.1%
-77	1	< 0.1%
-76	2	< 0.1%
-75	1	< 0.1%
-74	4	< 0.1%
-72	7	< 0.1%
-71	4	< 0.1%

Value	Count	Frequency (%)
1589	1	< 0.1%
1289	1	< 0.1%
1276	1	< 0.1%
1270	1	< 0.1%
1250	1	< 0.1%
1235	1	< 0.1%
1219	1	< 0.1%
1187	1	< 0.1%
1171	1	< 0.1%
1170	1	< 0.1%

carrier
Categorical

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

UA	62420
DL	57753
B6	56155
AA	45484
EV	36276
Other values (7)	36808

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	589792
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	UA
2nd row	UA
3rd row	B6
4th row	UA
5th row	NK

Common Values

Value	Count	Frequency (%)
UA	62420	21.2%
DL	57753	19.6%
B6	56155	19.0%
AA	45484	15.4%
EV	36276	12.3%
WN	16736	5.7%
VX	7513	2.5%
NK	6432	2.2%
OO	2505	0.8%
AS	2312	0.8%
Other values (2)	1310	0.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ua	62420	21.2%
dl	57753	19.6%
b6	56155	19.0%
aa	45484	15.4%
ev	36276	12.3%
wn	16736	5.7%
vx	7513	2.5%
nk	6432	2.2%
oo	2505	0.8%
as	2312	0.8%
Other values (2)	1310	0.4%

Most occurring characters

Value	Count	Frequency (%)
A	156048	26.5%
U	62420	10.6%
D	57753	9.8%
L	57753	9.8%
B	56155	9.5%
6	56155	9.5%
V	43789	7.4%
E	36276	6.2%
N	23168	3.9%
W	16736	2.8%
Other values (7)	23539	4.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	589792	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	156048	26.5%
U	62420	10.6%
D	57753	9.8%
L	57753	9.8%
B	56155	9.5%
6	56155	9.5%
V	43789	7.4%
E	36276	6.2%
N	23168	3.9%
W	16736	2.8%
Other values (7)	23539	4.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	589792	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	156048	26.5%
U	62420	10.6%
D	57753	9.8%
L	57753	9.8%
B	56155	9.5%
6	56155	9.5%
V	43789	7.4%
E	36276	6.2%
N	23168	3.9%
W	16736	2.8%
Other values (7)	23539	4.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	589792	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	156048	26.5%
U	62420	10.6%
D	57753	9.8%
L	57753	9.8%
B	56155	9.5%
6	56155	9.5%
V	43789	7.4%
E	36276	6.2%
N	23168	3.9%
W	16736	2.8%
Other values (7)	23539	4.0%

flight
Real number (ℝ)

Distinct	3376
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1687.2966

Minimum	1
Maximum	6988
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	1
5-th percentile	108
Q1	518
median	1332
Q3	2227
95-th percentile	5144
Maximum	6988
Range	6987
Interquartile range (IQR)	1709

Descriptive statistics

Standard deviation	1452.0065
Coefficient of variation (CV)	0.860552
Kurtosis	0.63110119
Mean	1687.2966
Median Absolute Deviation (MAD)	834
Skewness	1.1666478
Sum	4.9757702 × 10⁸
Variance	2108322.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
211	856	0.3%
23	843	0.3%
1415	835	0.3%
1161	829	0.3%
1105	809	0.3%
149	794	0.3%
575	784	0.3%
581	778	0.3%
423	759	0.3%
523	716	0.2%
Other values (3366)	286893	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	707	0.2%
2	284	0.1%
3	567	0.2%
5	278	0.1%
7	361	0.1%
9	325	0.1%
11	600	0.2%
14	1	< 0.1%
15	562	0.2%
17	41	< 0.1%

Value	Count	Frequency (%)
6988	11	< 0.1%
6899	12	< 0.1%
6889	12	< 0.1%
6879	2	< 0.1%
6876	1	< 0.1%
6875	4	< 0.1%
6860	1	< 0.1%
6853	5	< 0.1%
6834	12	< 0.1%
6816	7	< 0.1%

tailnum
Text

Distinct	4122
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Length

Max length	6
Median length	6
Mean length	5.9961342
Min length	5

Characters and Unicode

Total characters	1768236
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	126 ?
Unique (%)	< 0.1%

Sample

1st row	N54711
2nd row	N37287
3rd row	N547JB
4th row	N38446
5th row	N675NK

Value	Count	Frequency (%)
n751ev	453	0.2%
n723ev	435	0.1%
n758ev	432	0.1%
n391ca	430	0.1%
n752ev	426	0.1%
n730ev	424	0.1%
n761nd	420	0.1%
n720ev	410	0.1%
n791aa	403	0.1%
n710ev	401	0.1%
Other values (4112)	290662	98.6%

Most occurring characters

Value	Count	Frequency (%)
N	337727	19.1%
A	144294	8.2%
3	130391	7.4%
7	115682	6.5%
1	110499	6.2%
9	106242	6.0%
5	98955	5.6%
6	93831	5.3%
2	92088	5.2%
4	89720	5.1%
Other values (24)	448807	25.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1768236	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	337727	19.1%
A	144294	8.2%
3	130391	7.4%
7	115682	6.5%
1	110499	6.2%
9	106242	6.0%
5	98955	5.6%
6	93831	5.3%
2	92088	5.2%
4	89720	5.1%
Other values (24)	448807	25.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1768236	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	337727	19.1%
A	144294	8.2%
3	130391	7.4%
7	115682	6.5%
1	110499	6.2%
9	106242	6.0%
5	98955	5.6%
6	93831	5.3%
2	92088	5.2%
4	89720	5.1%
Other values (24)	448807	25.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1768236	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	337727	19.1%
A	144294	8.2%
3	130391	7.4%
7	115682	6.5%
1	110499	6.2%
9	106242	6.0%
5	98955	5.6%
6	93831	5.3%
2	92088	5.2%
4	89720	5.1%
Other values (24)	448807	25.4%

origin
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

EWR	112702
JFK	92055
LGA	90139

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	884688
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EWR
2nd row	EWR
3rd row	EWR
4th row	LGA
5th row	EWR

Common Values

Value	Count	Frequency (%)
EWR	112702	38.2%
JFK	92055	31.2%
LGA	90139	30.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ewr	112702	38.2%
jfk	92055	31.2%
lga	90139	30.6%

Most occurring characters

Value	Count	Frequency (%)
E	112702	12.7%
W	112702	12.7%
R	112702	12.7%
J	92055	10.4%
F	92055	10.4%
K	92055	10.4%
L	90139	10.2%
G	90139	10.2%
A	90139	10.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	884688	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	112702	12.7%
W	112702	12.7%
R	112702	12.7%
J	92055	10.4%
F	92055	10.4%
K	92055	10.4%
L	90139	10.2%
G	90139	10.2%
A	90139	10.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	884688	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	112702	12.7%
W	112702	12.7%
R	112702	12.7%
J	92055	10.4%
F	92055	10.4%
K	92055	10.4%
L	90139	10.2%
G	90139	10.2%
A	90139	10.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	884688	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	112702	12.7%
W	112702	12.7%
R	112702	12.7%
J	92055	10.4%
F	92055	10.4%
K	92055	10.4%
L	90139	10.2%
G	90139	10.2%
A	90139	10.2%

dest
Text

Distinct	109
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	884688
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MIA
2nd row	IAH
3rd row	MCO
4th row	ORD
5th row	FLL

Value	Count	Frequency (%)
lax	17833	6.0%
atl	16468	5.6%
ord	16249	5.5%
mco	16040	5.4%
bos	15322	5.2%
fll	14988	5.1%
sfo	13927	4.7%
mia	12246	4.2%
clt	10282	3.5%
den	8423	2.9%
Other values (99)	153118	51.9%

Most occurring characters

Value	Count	Frequency (%)
A	97340	11.0%
L	97025	11.0%
S	83870	9.5%
O	68777	7.8%
D	56664	6.4%
M	51371	5.8%
C	49531	5.6%
T	48638	5.5%
F	42084	4.8%
B	35296	4.0%
Other values (16)	254092	28.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	884688	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	97340	11.0%
L	97025	11.0%
S	83870	9.5%
O	68777	7.8%
D	56664	6.4%
M	51371	5.8%
C	49531	5.6%
T	48638	5.5%
F	42084	4.8%
B	35296	4.0%
Other values (16)	254092	28.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	884688	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	97340	11.0%
L	97025	11.0%
S	83870	9.5%
O	68777	7.8%
D	56664	6.4%
M	51371	5.8%
C	49531	5.6%
T	48638	5.5%
F	42084	4.8%
B	35296	4.0%
Other values (16)	254092	28.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	884688	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	97340	11.0%
L	97025	11.0%
S	83870	9.5%
O	68777	7.8%
D	56664	6.4%
M	51371	5.8%
C	49531	5.6%
T	48638	5.5%
F	42084	4.8%
B	35296	4.0%
Other values (16)	254092	28.7%

air_time
Real number (ℝ)

Distinct	524
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	164.48943

Minimum	20
Maximum	712
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	20
5-th percentile	41
Q1	99
median	139
Q3	211
95-th percentile	344
Maximum	712
Range	692
Interquartile range (IQR)	112

Descriptive statistics

Standard deviation	97.872896
Coefficient of variation (CV)	0.59501026
Kurtosis	0.49227987
Mean	164.48943
Median Absolute Deviation (MAD)	53
Skewness	0.92941677
Sum	48507274
Variance	9579.1038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
143	2592	0.9%
144	2544	0.9%
145	2495	0.8%
147	2470	0.8%
146	2456	0.8%
142	2441	0.8%
141	2430	0.8%
148	2318	0.8%
140	2283	0.8%
149	2200	0.7%
Other values (514)	270667	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1	< 0.1%
21	11	< 0.1%
22	20	< 0.1%
23	59	< 0.1%
24	58	< 0.1%
25	65	< 0.1%
26	76	< 0.1%
27	75	< 0.1%
28	115	< 0.1%
29	110	< 0.1%

Value	Count	Frequency (%)
712	1	< 0.1%
711	1	< 0.1%
706	1	< 0.1%
704	1	< 0.1%
700	1	< 0.1%
698	1	< 0.1%
696	2	< 0.1%
693	1	< 0.1%
690	1	< 0.1%
688	3	< 0.1%

distance
Real number (ℝ)

Distinct	204
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1160.3165

Minimum	93
Maximum	4983
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	93
5-th percentile	199
Q1	636
median	1005
Q3	1598
95-th percentile	2565
Maximum	4983
Range	4890
Interquartile range (IQR)	962

Descriptive statistics

Standard deviation	762.67591
Coefficient of variation (CV)	0.65729991
Kurtosis	0.66821679
Mean	1160.3165
Median Absolute Deviation (MAD)	436
Skewness	0.93187295
Sum	3.4217268 × 10⁸
Variance	581674.54
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2475	12604	4.3%
733	10035	3.4%
762	8297	2.8%
2586	7741	2.6%
937	7081	2.4%
184	6232	2.1%
2454	6194	2.1%
2565	6186	2.1%
1065	5957	2.0%
1096	5902	2.0%
Other values (194)	218667	74.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
93	208	0.1%
94	223	0.1%
96	397	0.1%
116	271	0.1%
143	67	< 0.1%
160	498	0.2%
169	487	0.2%
173	156	0.1%
184	6232	2.1%
187	4362	1.5%

Value	Count	Frequency (%)
4983	418	0.1%
4962	360	0.1%
3370	13	< 0.1%
2586	7741	2.6%
2576	298	0.1%
2569	302	0.1%
2565	6186	2.1%
2555	69	< 0.1%
2548	575	0.2%
2521	310	0.1%

faa
Text

MISSING

Distinct	105
Distinct (%)	< 0.1%
Missing	5982
Missing (%)	2.0%
Memory size	2.2 MiB

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	866742
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MIA
2nd row	IAH
3rd row	MCO
4th row	ORD
5th row	FLL

Value	Count	Frequency (%)
lax	17833	6.2%
atl	16468	5.7%
ord	16249	5.6%
mco	16040	5.6%
bos	15322	5.3%
fll	14988	5.2%
sfo	13927	4.8%
mia	12246	4.2%
clt	10282	3.6%
den	8423	2.9%
Other values (95)	147136	50.9%

Most occurring characters

Value	Count	Frequency (%)
A	97340	11.2%
L	97025	11.2%
S	78590	9.1%
O	68777	7.9%
D	56664	6.5%
M	51371	5.9%
C	49531	5.7%
T	47424	5.5%
F	42084	4.9%
B	34594	4.0%
Other values (16)	243342	28.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	866742	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	97340	11.2%
L	97025	11.2%
S	78590	9.1%
O	68777	7.9%
D	56664	6.5%
M	51371	5.9%
C	49531	5.7%
T	47424	5.5%
F	42084	4.9%
B	34594	4.0%
Other values (16)	243342	28.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	866742	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	97340	11.2%
L	97025	11.2%
S	78590	9.1%
O	68777	7.9%
D	56664	6.5%
M	51371	5.9%
C	49531	5.7%
T	47424	5.5%
F	42084	4.9%
B	34594	4.0%
Other values (16)	243342	28.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	866742	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	97340	11.2%
L	97025	11.2%
S	78590	9.1%
O	68777	7.9%
D	56664	6.5%
M	51371	5.9%
C	49531	5.7%
T	47424	5.5%
F	42084	4.9%
B	34594	4.0%
Other values (16)	243342	28.1%

name
Text

MISSING

Distinct	105
Distinct (%)	< 0.1%
Missing	5982
Missing (%)	2.0%
Memory size	2.2 MiB

Length

Max length	60
Median length	47
Mean length	37.071083
Min length	12

Characters and Unicode

Total characters	10710355
Distinct characters	51
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Miami International Airport
2nd row	George Bush Intercontinental Houston Airport
3rd row	Orlando International Airport
4th row	Chicago O'Hare International Airport
5th row	Fort Lauderdale Hollywood International Airport

Value	Count	Frequency (%)
airport	284023	23.8%
international	254588	21.3%
fort	22490	1.9%
chicago	20139	1.7%
san	19008	1.6%
angeles	17833	1.5%
los	17833	1.5%
general	17196	1.4%
jackson	16561	1.4%
atlanta	16468	1.4%
Other values (190)	506345	42.5%

Most occurring characters

Value	Count	Frequency (%)
r	1132185	10.6%
n	1109351	10.4%
t	1054724	9.8%
a	1045908	9.8%
o	914752	8.5%
	903570	8.4%
i	746649	7.0%
e	630750	5.9%
l	560437	5.2%
A	330534	3.1%
Other values (41)	2281495	21.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10710355	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	1132185	10.6%
n	1109351	10.4%
t	1054724	9.8%
a	1045908	9.8%
o	914752	8.5%
	903570	8.4%
i	746649	7.0%
e	630750	5.9%
l	560437	5.2%
A	330534	3.1%
Other values (41)	2281495	21.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10710355	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	1132185	10.6%
n	1109351	10.4%
t	1054724	9.8%
a	1045908	9.8%
o	914752	8.5%
	903570	8.4%
i	746649	7.0%
e	630750	5.9%
l	560437	5.2%
A	330534	3.1%
Other values (41)	2281495	21.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10710355	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	1132185	10.6%
n	1109351	10.4%
t	1054724	9.8%
a	1045908	9.8%
o	914752	8.5%
	903570	8.4%
i	746649	7.0%
e	630750	5.9%
l	560437	5.2%
A	330534	3.1%
Other values (41)	2281495	21.3%

lat
Real number (ℝ)

MISSING

Distinct	105
Distinct (%)	< 0.1%
Missing	5982
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.379215

Minimum	21.318701
Maximum	61.1744
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	21.318701
5-th percentile	26.072599
Q1	29.993401
median	35.214001
Q3	41.411701
95-th percentile	43.646198
Maximum	61.1744
Range	39.8557
Interquartile range (IQR)	11.418301

Descriptive statistics

Standard deviation	5.9931986
Coefficient of variation (CV)	0.16939885
Kurtosis	-1.0651871
Mean	35.379215
Median Absolute Deviation (MAD)	5.2775001
Skewness	-0.076027224
Sum	10221551
Variance	35.918429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.94250107	17833	6.0%
33.63669968	16468	5.6%
41.97859955	16249	5.5%
28.42939949	16040	5.4%
42.36429977	15322	5.2%
26.07259941	14988	5.1%
37.61899948	13927	4.7%
25.79319954	12246	4.2%
35.2140007	10282	3.5%
39.86169815	8423	2.9%
Other values (95)	147136	49.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.31870079	778	0.3%
25.79319954	12246	4.2%
26.07259941	14988	5.1%
26.53619957	3490	1.2%
26.68320084	7679	2.6%
27.39539909	612	0.2%
27.97550011	7024	2.4%
28.42939949	16040	5.4%
29.179899	354	0.1%
29.53370094	618	0.2%

Value	Count	Frequency (%)
61.17440033	13	< 0.1%
47.44900131	4495	1.5%
45.77750015	73	< 0.1%
45.58869934	1850	0.6%
44.88199997	4982	1.7%
44.80739975	474	0.2%
44.74140167	87	< 0.1%
44.47190094	2048	0.7%
43.64619827	2301	0.8%
43.6072998	93	< 0.1%

lon
Real number (ℝ)

MISSING

Distinct	105
Distinct (%)	< 0.1%
Missing	5982
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.264464

Minimum	-157.922
Maximum	-68.828102
Zeros	0
Zeros (%)	0.0%
Negative	288914
Negative (%)	98.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-157.922
5-th percentile	-122.375
Q1	-97.669899
median	-84.428101
Q3	-80.290604
95-th percentile	-71.005203
Maximum	-68.828102
Range	89.093895
Interquartile range (IQR)	17.379295

Descriptive statistics

Standard deviation	16.140859
Coefficient of variation (CV)	-0.17685809
Kurtosis	-0.046954054
Mean	-91.264464
Median Absolute Deviation (MAD)	5.6406021
Skewness	-0.98162803
Sum	-26367581
Variance	260.52733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-118.4079971	17833	6.0%
-84.42810059	16468	5.6%
-87.90480042	16249	5.5%
-81.30899811	16040	5.4%
-71.00520325	15322	5.2%
-80.15270233	14988	5.1%
-122.375	13927	4.7%
-80.29060364	12246	4.2%
-80.94309998	10282	3.5%
-104.6729965	8423	2.9%
Other values (95)	147136	49.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-157.9219971	778	0.3%
-149.9960022	13	< 0.1%
-122.5979996	1850	0.6%
-122.375	13927	4.7%
-122.3089981	4495	1.5%
-122.2210007	367	0.1%
-121.9290009	877	0.3%
-121.5910034	515	0.2%
-119.7679977	293	0.1%
-118.4079971	17833	6.0%

Value	Count	Frequency (%)
-68.82810211	474	0.2%
-70.06020355	416	0.1%
-70.28040314	93	< 0.1%
-70.30930328	2301	0.8%
-70.61430359	156	0.1%
-71.00520325	15322	5.2%
-71.42040253	498	0.2%
-71.43569946	349	0.1%
-72.68319702	271	0.1%
-73.15329742	2048	0.7%

alt
Real number (ℝ)

MISSING

Distinct	98
Distinct (%)	< 0.1%
Missing	5982
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	600.89314

Minimum	4
Maximum	6606
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	4
5-th percentile	8
Q1	20
median	125
Q3	748
95-th percentile	2181
Maximum	6606
Range	6602
Interquartile range (IQR)	728

Descriptive statistics

Standard deviation	1062.124
Coefficient of variation (CV)	1.7675755
Kurtosis	12.657088
Mean	600.89314
Median Absolute Deviation (MAD)	117
Skewness	3.4787435
Sum	1.7360644 × 10⁸
Variance	1128107.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
125	17833	6.0%
1026	17242	5.8%
672	16249	5.5%
96	16040	5.4%
9	15355	5.2%
20	15322	5.2%
13	14705	5.0%
8	12246	4.2%
748	10282	3.5%
5431	8423	2.9%
Other values (88)	145217	49.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2765	0.9%
8	12246	4.2%
9	15355	5.2%
13	14705	5.0%
15	3667	1.2%
17	3586	1.2%
19	7679	2.6%
20	15322	5.2%
25	1304	0.4%
26	8215	2.8%

Value	Count	Frequency (%)
6606	24	< 0.1%
6548	203	0.1%
6451	93	< 0.1%
5759	40	< 0.1%
5431	8423	2.9%
5355	308	0.1%
4473	73	< 0.1%
4415	293	0.1%
4227	2635	0.9%
2643	121	< 0.1%

year_planes
Real number (ℝ)

MISSING SKEWED

Distinct	59
Distinct (%)	< 0.1%
Missing	43853
Missing (%)	14.9%
Infinite	0
Infinite (%)	0.0%
Mean	2002.6253

Minimum	0
Maximum	2017
Zeros	37
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1991
Q1	1999
median	2002
Q3	2008
95-th percentile	2015
Maximum	2017
Range	2017
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	25.616935
Coefficient of variation (CV)	0.012791676
Kurtosis	5502.0562
Mean	2002.6253
Median Absolute Deviation (MAD)	4
Skewness	-70.449767
Sum	5.0274507 × 10⁸
Variance	656.22737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2001	23290	7.9%
2002	19993	6.8%
1999	17148	5.8%
2000	16687	5.7%
2004	14298	4.8%
1998	13277	4.5%
2006	12876	4.4%
2005	11503	3.9%
2003	11376	3.9%
2015	9831	3.3%
Other values (49)	100764	34.2%
(Missing)	43853	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	< 0.1%
1954	28	< 0.1%
1956	38	< 0.1%
1958	39	< 0.1%
1959	470	0.2%
1960	9	< 0.1%
1961	758	0.3%
1963	21	< 0.1%
1964	87	< 0.1%
1966	16	< 0.1%

Value	Count	Frequency (%)
2017	3799	1.3%
2016	6869	2.3%
2015	9831	3.3%
2014	7971	2.7%
2013	8187	2.8%
2012	5388	1.8%
2011	5394	1.8%
2010	3344	1.1%
2009	4832	1.6%
2008	7735	2.6%

type
Categorical

IMBALANCE MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	36313
Missing (%)	12.3%
Memory size	2.2 MiB

Fixed wing multi engine	247726
Fixed wing single engine	9553
Rotorcraft	1244
Weight-shift-control	60

Length

Max length	24
Median length	23
Mean length	22.973707
Min length	10

Characters and Unicode

Total characters	5940610
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fixed wing multi engine
2nd row	Fixed wing multi engine
3rd row	Fixed wing multi engine
4th row	Fixed wing multi engine
5th row	Fixed wing multi engine

Common Values

Value	Count	Frequency (%)
Fixed wing multi engine	247726	84.0%
Fixed wing single engine	9553	3.2%
Rotorcraft	1244	0.4%
Weight-shift-control	60	< 0.1%
(Missing)	36313	12.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fixed	257279	25.0%
wing	257279	25.0%
engine	257279	25.0%
multi	247726	24.0%
single	9553	0.9%
rotorcraft	1244	0.1%
weight-shift-control	60	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
i	1029236	17.3%
n	781450	13.2%
e	781450	13.2%
	771837	13.0%
g	524171	8.8%
l	257339	4.3%
F	257279	4.3%
w	257279	4.3%
d	257279	4.3%
x	257279	4.3%
Other values (13)	766011	12.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5940610	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	1029236	17.3%
n	781450	13.2%
e	781450	13.2%
	771837	13.0%
g	524171	8.8%
l	257339	4.3%
F	257279	4.3%
w	257279	4.3%
d	257279	4.3%
x	257279	4.3%
Other values (13)	766011	12.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5940610	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	1029236	17.3%
n	781450	13.2%
e	781450	13.2%
	771837	13.0%
g	524171	8.8%
l	257339	4.3%
F	257279	4.3%
w	257279	4.3%
d	257279	4.3%
x	257279	4.3%
Other values (13)	766011	12.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5940610	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	1029236	17.3%
n	781450	13.2%
e	781450	13.2%
	771837	13.0%
g	524171	8.8%
l	257339	4.3%
F	257279	4.3%
w	257279	4.3%
d	257279	4.3%
x	257279	4.3%
Other values (13)	766011	12.9%

manufacturer
Text

MISSING

Distinct	73
Distinct (%)	< 0.1%
Missing	36313
Missing (%)	12.3%
Memory size	2.2 MiB

Length

Max length	29
Median length	6
Mean length	8.7135195
Min length	3

Characters and Unicode

Total characters	2253168
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BOEING
2nd row	BOEING
3rd row	AIRBUS
4th row	BOEING
5th row	AIRBUS

Value	Count	Frequency (%)
boeing	100799	29.8%
airbus	79034	23.4%
embraer	42133	12.5%
industrie	30552	9.0%
inc	15571	4.6%
bombardier	13864	4.1%
douglas	7762	2.3%
mcdonnell	7712	2.3%
aircraft	6345	1.9%
co	4743	1.4%
Other values (112)	29191	8.6%

Most occurring characters

Value	Count	Frequency (%)
I	286254	12.7%
E	254669	11.3%
B	254134	11.3%
R	251069	11.1%
N	172152	7.6%
A	169721	7.5%
O	145751	6.5%
S	132461	5.9%
U	121683	5.4%
G	112141	5.0%
Other values (19)	353133	15.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2253168	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
I	286254	12.7%
E	254669	11.3%
B	254134	11.3%
R	251069	11.1%
N	172152	7.6%
A	169721	7.5%
O	145751	6.5%
S	132461	5.9%
U	121683	5.4%
G	112141	5.0%
Other values (19)	353133	15.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2253168	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
I	286254	12.7%
E	254669	11.3%
B	254134	11.3%
R	251069	11.1%
N	172152	7.6%
A	169721	7.5%
O	145751	6.5%
S	132461	5.9%
U	121683	5.4%
G	112141	5.0%
Other values (19)	353133	15.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2253168	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
I	286254	12.7%
E	254669	11.3%
B	254134	11.3%
R	251069	11.1%
N	172152	7.6%
A	169721	7.5%
O	145751	6.5%
S	132461	5.9%
U	121683	5.4%
G	112141	5.0%
Other values (19)	353133	15.7%

model
Text

MISSING

Distinct	222
Distinct (%)	0.1%
Missing	36313
Missing (%)	12.3%
Memory size	2.2 MiB

Length

Max length	20
Median length	17
Mean length	8.339682
Min length	2

Characters and Unicode

Total characters	2156500
Distinct characters	42
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	737-724
2nd row	737-824
3rd row	A320-232
4th row	737-924ER
5th row	A321-231

Value	Count	Frequency (%)
a320-232	39397	13.1%
erj	18888	6.3%
emb-145lr	17678	5.9%
190-100	17629	5.9%
igw	17629	5.9%
737-824	14301	4.8%
cl-600-2c10	13324	4.4%
717-200	11842	3.9%
737-7h4	10744	3.6%
737-924er	10639	3.5%
Other values (251)	128678	42.8%

Most occurring characters

Value	Count	Frequency (%)
2	305994	14.2%
-	265855	12.3%
3	228280	10.6%
7	227091	10.5%
0	199028	9.2%
1	166580	7.7%
4	92089	4.3%
A	85721	4.0%
R	67229	3.1%
E	62960	2.9%
Other values (32)	455673	21.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2156500	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	305994	14.2%
-	265855	12.3%
3	228280	10.6%
7	227091	10.5%
0	199028	9.2%
1	166580	7.7%
4	92089	4.3%
A	85721	4.0%
R	67229	3.1%
E	62960	2.9%
Other values (32)	455673	21.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2156500	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	305994	14.2%
-	265855	12.3%
3	228280	10.6%
7	227091	10.5%
0	199028	9.2%
1	166580	7.7%
4	92089	4.3%
A	85721	4.0%
R	67229	3.1%
E	62960	2.9%
Other values (32)	455673	21.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2156500	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	305994	14.2%
-	265855	12.3%
3	228280	10.6%
7	227091	10.5%
0	199028	9.2%
1	166580	7.7%
4	92089	4.3%
A	85721	4.0%
R	67229	3.1%
E	62960	2.9%
Other values (32)	455673	21.1%

engines
Categorical

IMBALANCE MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	36313
Missing (%)	12.3%
Memory size	2.2 MiB

2.0	247181
1.0	10210
3.0	537
8.0	375
4.0	280

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	775749
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	247181	83.8%
1.0	10210	3.5%
3.0	537	0.2%
8.0	375	0.1%
4.0	280	0.1%
(Missing)	36313	12.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	247181	95.6%
1.0	10210	3.9%
3.0	537	0.2%
8.0	375	0.1%
4.0	280	0.1%

Most occurring characters

Value	Count	Frequency (%)
.	258583	33.3%
0	258583	33.3%
2	247181	31.9%
1	10210	1.3%
3	537	0.1%
8	375	< 0.1%
4	280	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	775749	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	258583	33.3%
0	258583	33.3%
2	247181	31.9%
1	10210	1.3%
3	537	0.1%
8	375	< 0.1%
4	280	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	775749	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	258583	33.3%
0	258583	33.3%
2	247181	31.9%
1	10210	1.3%
3	537	0.1%
8	375	< 0.1%
4	280	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	775749	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	258583	33.3%
0	258583	33.3%
2	247181	31.9%
1	10210	1.3%
3	537	0.1%
8	375	< 0.1%
4	280	< 0.1%

seats
Real number (ℝ)

MISSING

Distinct	60
Distinct (%)	< 0.1%
Missing	36930
Missing (%)	12.5%
Infinite	0
Infinite (%)	0.0%
Mean	148.5976

Minimum	1
Maximum	552
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	80
median	149
Q3	191
95-th percentile	330
Maximum	552
Range	551
Interquartile range (IQR)	111

Descriptive statistics

Standard deviation	87.148223
Coefficient of variation (CV)	0.58647128
Kurtosis	1.2062449
Mean	148.5976
Median Absolute Deviation (MAD)	51
Skewness	0.63020893
Sum	38333128
Variance	7594.8128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200	39397	13.4%
149	26412	9.0%
55	23263	7.9%
20	17667	6.0%
178	17553	6.0%
182	16904	5.7%
80	13324	4.5%
100	12674	4.3%
140	12300	4.2%
191	10747	3.6%
Other values (50)	67725	23.0%
(Missing)	36930	12.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	699	0.2%
2	2399	0.8%
4	4392	1.5%
5	1043	0.4%
6	1365	0.5%
7	1213	0.4%
8	685	0.2%
9	80	< 0.1%
10	615	0.2%
11	501	0.2%

Value	Count	Frequency (%)
552	276	0.1%
451	117	< 0.1%
442	38	< 0.1%
440	10	< 0.1%
422	57	< 0.1%
400	1535	0.5%
379	10319	3.5%
377	348	0.1%
330	2974	1.0%
300	613	0.2%

engine
Categorical

IMBALANCE MISSING

Distinct	8
Distinct (%)	< 0.1%
Missing	36313
Missing (%)	12.3%
Memory size	2.2 MiB

Turbo-fan	237682
Reciprocating	9055
Turbo-jet	8321
Turbo-prop	2005
Electric	617
Other values (3)	903

Length

Max length	13
Median length	9
Mean length	9.1433582
Min length	7

Characters and Unicode

Total characters	2364317
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Turbo-fan
2nd row	Turbo-fan
3rd row	Turbo-fan
4th row	Turbo-fan
5th row	Turbo-fan

Common Values

Value	Count	Frequency (%)
Turbo-fan	237682	80.6%
Reciprocating	9055	3.1%
Turbo-jet	8321	2.8%
Turbo-prop	2005	0.7%
Electric	617	0.2%
4 Cycle	526	0.2%
Turbo-shaft	317	0.1%
2 Cycle	60	< 0.1%
(Missing)	36313	12.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
turbo-fan	237682	91.7%
reciprocating	9055	3.5%
turbo-jet	8321	3.2%
turbo-prop	2005	0.8%
electric	617	0.2%
cycle	586	0.2%
4	526	0.2%
turbo-shaft	317	0.1%
2	60	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
r	260002	11.0%
o	259385	11.0%
T	248325	10.5%
u	248325	10.5%
b	248325	10.5%
-	248325	10.5%
a	247054	10.4%
n	246737	10.4%
f	237999	10.1%
c	19930	0.8%
Other values (16)	99910	4.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2364317	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	260002	11.0%
o	259385	11.0%
T	248325	10.5%
u	248325	10.5%
b	248325	10.5%
-	248325	10.5%
a	247054	10.4%
n	246737	10.4%
f	237999	10.1%
c	19930	0.8%
Other values (16)	99910	4.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2364317	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	260002	11.0%
o	259385	11.0%
T	248325	10.5%
u	248325	10.5%
b	248325	10.5%
-	248325	10.5%
a	247054	10.4%
n	246737	10.4%
f	237999	10.1%
c	19930	0.8%
Other values (16)	99910	4.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2364317	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	260002	11.0%
o	259385	11.0%
T	248325	10.5%
u	248325	10.5%
b	248325	10.5%
-	248325	10.5%
a	247054	10.4%
n	246737	10.4%
f	237999	10.1%
c	19930	0.8%
Other values (16)	99910	4.2%

dest_datetime
Date

Distinct	7741
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Minimum	2017-01-01 05:00:00
Maximum	2018-01-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

wind_dir
Real number (ℝ)

ZEROS

Distinct	37
Distinct (%)	< 0.1%
Missing	783
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	186.84856

Minimum	0
Maximum	360
Zeros	14366
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	80
median	210
Q3	280
95-th percentile	340
Maximum	360
Range	360
Interquartile range (IQR)	200

Descriptive statistics

Standard deviation	111.27909
Coefficient of variation (CV)	0.59555766
Kurtosis	-1.1996557
Mean	186.84856
Median Absolute Deviation (MAD)	90
Skewness	-0.25922332
Sum	54954590
Variance	12383.036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	14366	4.9%
230	12475	4.2%
20	11534	3.9%
310	11032	3.7%
260	10987	3.7%
220	10922	3.7%
180	10553	3.6%
320	10332	3.5%
240	10099	3.4%
190	10033	3.4%
Other values (27)	181780	61.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14366	4.9%
10	9333	3.2%
20	11534	3.9%
30	8705	3.0%
40	8330	2.8%
50	7382	2.5%
60	7337	2.5%
70	5542	1.9%
80	4150	1.4%
90	3864	1.3%

Value	Count	Frequency (%)
360	8002	2.7%
350	6600	2.2%
340	7669	2.6%
330	9025	3.1%
320	10332	3.5%
310	11032	3.7%
300	9170	3.1%
290	7575	2.6%
280	7545	2.6%
270	8748	3.0%

wind_speed
Real number (ℝ)

ZEROS

Distinct	28
Distinct (%)	< 0.1%
Missing	783
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	9.5749668

Minimum	0
Maximum	32.22184
Zeros	14345
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	3.45234
Q1	5.7539
median	9.20624
Q3	12.65858
95-th percentile	18.41248
Maximum	32.22184
Range	32.22184
Interquartile range (IQR)	6.90468

Descriptive statistics

Standard deviation	4.9011878
Coefficient of variation (CV)	0.51187518
Kurtosis	0.34123233
Mean	9.5749668
Median Absolute Deviation (MAD)	3.45234
Skewness	0.44100137
Sum	2816122.2
Variance	24.021642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
6.90468	29910	10.1%
8.05546	28613	9.7%
9.20624	26832	9.1%
5.7539	26602	9.0%
10.35702	24161	8.2%
11.5078	23227	7.9%
4.60312	21002	7.1%
12.65858	19392	6.6%
13.80936	16082	5.5%
3.45234	15822	5.4%
Other values (18)	62470	21.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14345	4.9%
3.45234	15822	5.4%
4.60312	21002	7.1%
5.7539	26602	9.0%
6.7090474	17	< 0.1%
6.90468	29910	10.1%
8.05546	28613	9.7%
9.20624	26832	9.1%
10.35702	24161	8.2%
11.5078	23227	7.9%

Value	Count	Frequency (%)
32.22184	157	0.1%
31.07106	7	< 0.1%
29.92028	17	< 0.1%
28.7695	130	< 0.1%
27.61872	109	< 0.1%
26.46794	204	0.1%
25.31716	525	0.2%
24.16638	637	0.2%
23.0156	932	0.3%
21.86482	1795	0.6%

wind_gust
Real number (ℝ)

ZEROS

Distinct	28
Distinct (%)	< 0.1%
Missing	783
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	11.01868

Minimum	0
Maximum	37.080249
Zeros	14345
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	3.9728838
Q1	6.621473
median	10.594357
Q3	14.567241
95-th percentile	21.188714
Maximum	37.080249
Range	37.080249
Interquartile range (IQR)	7.9457677

Descriptive statistics

Standard deviation	5.6401889
Coefficient of variation (CV)	0.51187518
Kurtosis	0.34123233
Mean	11.01868
Median Absolute Deviation (MAD)	3.9728838
Skewness	0.44100137
Sum	3240737.1
Variance	31.811731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
7.94576765	29910	10.1%
9.270062259	28613	9.7%
10.59435687	26832	9.1%
6.621473042	26602	9.0%
11.91865148	24161	8.2%
13.24294608	23227	7.9%
5.297178434	21002	7.1%
14.56724069	19392	6.6%
15.8915353	16082	5.5%
3.972883825	15822	5.4%
Other values (18)	62470	21.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14345	4.9%
3.972883825	15822	5.4%
5.297178434	21002	7.1%
6.621473042	26602	9.0%
7.720637567	17	< 0.1%
7.94576765	29910	10.1%
9.270062259	28613	9.7%
10.59435687	26832	9.1%
11.91865148	24161	8.2%
13.24294608	23227	7.9%

Value	Count	Frequency (%)
37.08024904	157	0.1%
35.75595443	7	< 0.1%
34.43165982	17	< 0.1%
33.10736521	130	< 0.1%
31.7830706	109	< 0.1%
30.45877599	204	0.1%
29.13448138	525	0.2%
27.81018678	637	0.2%
26.48589217	932	0.3%
25.16159756	1795	0.6%

visib
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	783
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	9.3629116

Minimum	0.12
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0.12
5-th percentile	4
Q1	10
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	9.88
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.8693639
Coefficient of variation (CV)	0.19965626
Kurtosis	8.8636494
Mean	9.3629116
Median Absolute Deviation (MAD)	0
Skewness	-3.1135996
Sum	2753754
Variance	3.4945213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
10	253672	86.0%
9	6478	2.2%
8	4843	1.6%
4	4797	1.6%
6	4739	1.6%
7	4233	1.4%
5	3807	1.3%
3	3462	1.2%
2	1876	0.6%
2.5	1613	0.5%
Other values (11)	4593	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.12	17	< 0.1%
0.13	82	< 0.1%
0.24	93	< 0.1%
0.25	416	0.1%
0.5	778	0.3%
0.75	553	0.2%
1	713	0.2%
1.25	234	0.1%
1.5	823	0.3%
1.75	427	0.1%

Value	Count	Frequency (%)
10	253672	86.0%
9	6478	2.2%
8	4843	1.6%
7	4233	1.4%
6	4739	1.6%
5	3807	1.3%
4	4797	1.6%
3.5	457	0.2%
3	3462	1.2%
2.5	1613	0.5%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	month	day	dep_time	dep_delay	arr_delay	carrier	flight	tailnum	origin	dest	air_time	distance	faa	name	lat	lon	alt	year_planes	type	manufacturer	model	engines	seats	engine	dest_datetime	wind_dir	wind_speed	wind_gust	visib
0	10	1	0027	193.0	182.0	UA	1537	N54711	EWR	MIA	148.0	1085.0	MIA	Miami International Airport	25.793200	-80.290604	8.0	1998.0	Fixed wing multi engine	BOEING	737-724	2.0	149.0	Turbo-fan	2017-10-02 00:00:00	40.0	9.20624	10.594357	10.0
1	10	1	0519	-6.0	-18.0	UA	1161	N37287	EWR	IAH	183.0	1400.0	IAH	George Bush Intercontinental Houston Airport	29.984400	-95.341400	97.0	2004.0	Fixed wing multi engine	BOEING	737-824	2.0	149.0	Turbo-fan	2017-10-01 05:00:00	360.0	16.11092	18.540125	10.0
2	10	1	0544	-1.0	-4.0	B6	27	N547JB	EWR	MCO	133.0	937.0	MCO	Orlando International Airport	28.429399	-81.308998	96.0	2002.0	Fixed wing multi engine	AIRBUS	A320-232	2.0	200.0	Turbo-fan	2017-10-01 05:00:00	360.0	16.11092	18.540125	10.0
3	10	1	0546	-4.0	-17.0	UA	761	N38446	LGA	ORD	108.0	733.0	ORD	Chicago O'Hare International Airport	41.978600	-87.904800	672.0	2012.0	Fixed wing multi engine	BOEING	737-924ER	2.0	191.0	Turbo-fan	2017-10-01 05:00:00	360.0	19.56326	22.513008	10.0
4	10	1	0552	-8.0	-4.0	NK	521	N675NK	EWR	FLL	156.0	1065.0	FLL	Fort Lauderdale Hollywood International Airport	26.072599	-80.152702	9.0	2017.0	Fixed wing multi engine	AIRBUS	A321-231	2.0	379.0	Turbo-fan	2017-10-01 05:00:00	360.0	16.11092	18.540125	10.0
5	10	1	0553	-7.0	-6.0	B6	23	N967JB	JFK	LAX	326.0	2475.0	LAX	Los Angeles International Airport	33.942501	-118.407997	125.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2017-10-01 05:00:00	340.0	21.86482	25.161598	10.0
6	10	1	0554	-6.0	0.0	AA	129	N3GMAA	LGA	MCO	139.0	950.0	MCO	Orlando International Airport	28.429399	-81.308998	96.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2017-10-01 05:00:00	360.0	19.56326	22.513008	10.0
7	10	1	0555	-12.0	-22.0	UA	1465	N17229	EWR	DFW	187.0	1372.0	DFW	Dallas Fort Worth International Airport	32.896801	-97.038002	607.0	1999.0	Fixed wing multi engine	BOEING	737-824	2.0	149.0	Turbo-fan	2017-10-01 05:00:00	360.0	16.11092	18.540125	10.0
8	10	1	0555	-5.0	-21.0	AA	1301	N3BMAA	EWR	MIA	143.0	1085.0	MIA	Miami International Airport	25.793200	-80.290604	8.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2017-10-01 05:00:00	360.0	16.11092	18.540125	10.0
9	10	1	0556	-4.0	-13.0	DL	575	N932DL	EWR	ATL	103.0	746.0	ATL	Hartsfield Jackson Atlanta International Airport	33.636700	-84.428101	1026.0	1989.0	Fixed wing multi engine	MCDONNELL DOUGLAS AIRCRAFT CO	MD-88	2.0	142.0	Turbo-fan	2017-10-01 05:00:00	360.0	16.11092	18.540125	10.0

	month	day	dep_time	dep_delay	arr_delay	carrier	flight	tailnum	origin	dest	air_time	distance	faa	name	lat	lon	alt	year_planes	type	manufacturer	model	engines	seats	engine	dest_datetime	wind_dir	wind_speed	wind_gust	visib
294886	9	30	2152	-10.0	-40.0	B6	985	N239JB	JFK	RDU	64.0	427.0	RDU	Raleigh Durham International Airport	35.877602	-78.787498	435.0	2006.0	Fixed wing multi engine	EMBRAER	ERJ 190-100 IGW	2.0	20.0	Turbo-fan	2017-09-30 21:00:00	340.0	16.11092	18.540125	10.0
294887	9	30	2152	-7.0	-20.0	UA	2062	N66808	EWR	BOS	36.0	200.0	BOS	General Edward Lawrence Logan International Airport	42.364300	-71.005203	20.0	2013.0	Fixed wing multi engine	BOEING	737-924ER	2.0	191.0	Turbo-fan	2017-09-30 21:00:00	330.0	16.11092	18.540125	10.0
294888	9	30	2155	0.0	0.0	B6	127	N729JB	EWR	MCO	129.0	937.0	MCO	Orlando International Airport	28.429399	-81.308998	96.0	NaN	Fixed wing multi engine	AIRBUS	A320-232	2.0	200.0	Turbo-fan	2017-09-30 21:00:00	330.0	16.11092	18.540125	10.0
294889	9	30	2231	-9.0	-21.0	B6	486	N228JB	JFK	ROC	49.0	264.0	ROC	Greater Rochester International Airport	43.118900	-77.672401	559.0	2006.0	Fixed wing multi engine	EMBRAER	ERJ 190-100 IGW	2.0	20.0	Turbo-fan	2017-09-30 22:00:00	340.0	14.96014	17.215830	10.0
294890	9	30	2235	-5.0	-17.0	B6	108	N249JB	JFK	PWM	53.0	273.0	PWM	Portland International Jetport Airport	43.646198	-70.309303	76.0	2006.0	Fixed wing multi engine	EMBRAER	ERJ 190-100 IGW	2.0	20.0	Turbo-fan	2017-09-30 22:00:00	340.0	14.96014	17.215830	10.0
294891	9	30	2238	-7.0	-25.0	B6	1816	N318JB	JFK	SYR	42.0	209.0	SYR	Syracuse Hancock International Airport	43.111198	-76.106300	421.0	2010.0	Fixed wing multi engine	EMBRAER	ERJ 190-100 IGW	2.0	20.0	Turbo-fan	2017-09-30 22:00:00	340.0	14.96014	17.215830	10.0
294892	9	30	2241	-4.0	-19.0	B6	2002	N346JB	JFK	BUF	54.0	301.0	BUF	Buffalo Niagara International Airport	42.940498	-78.732201	728.0	2011.0	Fixed wing multi engine	EMBRAER	ERJ 190-100 IGW	2.0	20.0	Turbo-fan	2017-09-30 22:00:00	340.0	14.96014	17.215830	10.0
294893	9	30	2248	3.0	-9.0	F9	509	N238FR	LGA	DEN	213.0	1620.0	DEN	Denver International Airport	39.861698	-104.672997	5431.0	2016.0	Fixed wing multi engine	AIRBUS	A320-214	2.0	182.0	Turbo-fan	2017-09-30 22:00:00	340.0	13.80936	15.891535	10.0
294894	9	30	2319	2.0	-10.0	B6	718	N296JB	JFK	BOS	37.0	187.0	BOS	General Edward Lawrence Logan International Airport	42.364300	-71.005203	20.0	2008.0	Fixed wing multi engine	EMBRAER	ERJ 190-100 IGW	2.0	20.0	Turbo-fan	2017-09-30 23:00:00	330.0	16.11092	18.540125	10.0
294895	9	30	2325	49.0	35.0	B6	234	N184JB	JFK	BTV	48.0	266.0	BTV	Burlington International Airport	44.471901	-73.153297	335.0	2005.0	Fixed wing multi engine	EMBRAER	ERJ 190-100 IGW	2.0	20.0	Turbo-fan	2017-09-30 23:00:00	330.0	16.11092	18.540125	10.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)